SOTAVerified

Spoken Language Understanding

Papers

Showing 476500 of 550 papers

TitleStatusHype
Recurrent Polynomial Network for Dialogue State Tracking with Mismatched Semantic Parsers0
Keynote: Graph-based Approaches for Spoken Language Understanding0
Learning Domain-Independent Dialogue Policies via Ontology Parameterisation0
Human-Machine Dialogue as a Stochastic Game0
Multi-Timescale Long Short-Term Memory Neural Network for Modelling Sentences and Documents0
A Model of Zero-Shot Learning of Spoken Language Understanding0
Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems0
Compact Lexicon Selection with Spectral Methods0
A Simultaneous Recognition Framework for the Spoken Language Understanding Module of Intelligent Personal Assistant Software on Smart Phones0
Matrix Factorization with Knowledge Graph Propagation for Unsupervised Spoken Language Understanding0
Automated morphological analysis of clinical language samples0
Similarity Measures for Quantifying Restrictive and Repetitive Behavior in Conversations of Autistic Children0
Semantic parsing of speech using grammars learned with weak supervision0
Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding0
Lexicon-Free Conversational Speech Recognition with Neural Networks0
Applications of Lexicographic Semirings to Problems in Speech and Language Processing0
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions0
Semantic Kernels for Semantic Parsing0
Invited Talk: IBM Cognitive Computing - An NLP Renaissance!0
Active Learning in Noisy Conditions for Spoken Language Understanding0
Biber Redux: Reconsidering Dimensions of Variation in American English0
A Study of using Syntactic and Semantic Structures for Concept Segmentation and Labeling0
Web-style ranking and SLU combination for dialog state tracking0
Detecting linguistic idiosyncratic interests in autism using distributional semantic models0
Information Navigation System Based on POMDP that Tracks User Focus0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8Unverified
2UniverSLUAccuracy (%)99.8Unverified
3E2E SLP two-stepAccuracy (%)99.7Unverified
4textual-kd-sluAccuracy (%)99.7Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7Unverified
6Finstreder (Quartznet + AMT)Accuracy (%)99.7Unverified
7Wav2vec 2.0 SSLAccuracy (%)99.6Unverified
8Finstreder (Conformer)Accuracy (%)99.5Unverified
9AT-ATAccuracy (%)99.5Unverified
10BERT, AC PretrainingAccuracy (%)99.4Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy (%)89Unverified
2Finstreder (Conformer)Accuracy (%)88Unverified
3AT-ATAccuracy (%)84.9Unverified
4Finstreder (Quartznet)Accuracy (%)84.8Unverified
5SnipsAccuracy (%)84.2Unverified
6GoogleAccuracy (%)79.3Unverified
7Real + syntheticAccuracy (%)71.4Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy-EN (%)87.9Unverified
2Finstreder (Conformer)Accuracy-EN (%)80.4Unverified
3Finstreder (Quartznet)Accuracy-EN (%)77.6Unverified
4SnipsAccuracy-EN (%)68.7Unverified
5GoogleAccuracy-EN (%)47.8Unverified
#ModelMetricClaimedVerifiedStatus
1ALBERTF1 score77.1Unverified
2SpeechBERTF1 score71.75Unverified
3QANet + GANF1 score63.11Unverified
4BaselineF1 score58.71Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer)Accuracy (%)95.4Unverified
2Finstreder (Quartznet)Accuracy (%)90Unverified
3BaselineAccuracy (%)81.6Unverified